Michael scrubbed at the grease staining his hands, the metallic tang of motor oil clinging to his nostrils. He’d just finished replacing the carburetor on his vintage Mustang, a project he'd been anticipating all week. Then, as if on cue, there was a knock at the garage door. It was Mr. Henderson, his face crinkled with an eagerness that felt invasive. “Say, Michael," Henderson began, holding a shovel, "I was wondering if you’d be averse to me putting in a little garden plot on your side of the property line. Sun's just perfect there."

Michael’s fingers tightened on the wrench he was holding. The air inside the garage, already thick with fumes, seemed to shrink. He wanted to scream, to grab the shovel and bury it deep in the earth. Instead, he just mumbled something about needing to consult his wife.

He leaned back against the car, the metal cold against his back, his muscles taut. He knew what she would say. She would want the garden. Another project he wouldn't be able to do. The gears in his head whirred in protest.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212